{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"CRL_Clustering.ipynb","provenance":[],"collapsed_sections":["K8shz5xqMl98","Pn17K9eVHuzy"],"mount_file_id":"1470B-BANwAF0PyI7fZC988zyTter-bhr","authorship_tag":"ABX9TyPq2b/nZqKMnqnW2v3QII6n"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"WU4jy6jT40yk","colab_type":"text"},"source":["##Part I"]},{"cell_type":"code","metadata":{"id":"EoDo6GeOeFtO","colab_type":"code","outputId":"cf67d478-6c8a-41ff-ac3b-981e495e7606","executionInfo":{"status":"ok","timestamp":1589972790174,"user_tz":-120,"elapsed":2632,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"colab":{"base_uri":"https://localhost:8080/","height":609}},"source":["import pandas as pd\n","#importing dataset\n","X = pd.read_csv('/content/drive/My Drive/Colab Notebooks/Projects/20200518_CRL/CRL (1).csv')\n","X"],"execution_count":2,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>Unnamed: 0</th>\n","      <th>gamemode</th>\n","      <th>battletime</th>\n","      <th>p1.name</th>\n","      <th>p2.name</th>\n","      <th>p1.crowns</th>\n","      <th>p2.crowns</th>\n","      <th>p1.card_1</th>\n","      <th>p1.card_2</th>\n","      <th>p1.card_3</th>\n","      <th>p1.card_4</th>\n","      <th>p1.card_5</th>\n","      <th>p1.card_6</th>\n","      <th>p1.card_7</th>\n","      <th>p1.card_8</th>\n","      <th>p2.card_1</th>\n","      <th>p2.card_2</th>\n","      <th>p2.card_3</th>\n","      <th>p2.card_4</th>\n","      <th>p2.card_5</th>\n","      <th>p2.card_6</th>\n","      <th>p2.card_7</th>\n","      <th>p2.card_8</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>Ladder</td>\n","      <td>20200514T220554.000Z</td>\n","      <td>lemonTree68</td>\n","      <td>薛家军.渣男1号</td>\n","      <td>0</td>\n","      <td>3</td>\n","      <td>Archers</td>\n","      <td>Skeletons</td>\n","      <td>Tesla</td>\n","      <td>Fireball</td>\n","      <td>Ice Spirit</td>\n","      <td>Ice Golem</td>\n","      <td>X-Bow</td>\n","      <td>The Log</td>\n","      <td>Elixir Golem</td>\n","      <td>Inferno Dragon</td>\n","      <td>Arrows</td>\n","      <td>Night Witch</td>\n","      <td>Electro Dragon</td>\n","      <td>Heal Spirit</td>\n","      <td>Rage</td>\n","      <td>Battle Healer</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>Ladder</td>\n","      <td>20200514T212938.000Z</td>\n","      <td>lemonTree68</td>\n","      <td>Kendaswagger ツ</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>Archers</td>\n","      <td>Skeletons</td>\n","      <td>Tesla</td>\n","      <td>Fireball</td>\n","      <td>Ice Spirit</td>\n","      <td>Ice Golem</td>\n","      <td>X-Bow</td>\n","      <td>The Log</td>\n","      <td>Knight</td>\n","      <td>Bats</td>\n","      <td>Spear Goblins</td>\n","      <td>Wall Breakers</td>\n","      <td>Poison</td>\n","      <td>The Log</td>\n","      <td>Miner</td>\n","      <td>Bomb Tower</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>Ladder</td>\n","      <td>20200514T184213.000Z</td>\n","      <td>lemonTree68</td>\n","      <td>Dj Alexis ♡</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>Archers</td>\n","      <td>Skeletons</td>\n","      <td>Tesla</td>\n","      <td>Fireball</td>\n","      <td>Ice Spirit</td>\n","      <td>Ice Golem</td>\n","      <td>X-Bow</td>\n","      <td>The Log</td>\n","      <td>Ice Wizard</td>\n","      <td>Inferno Dragon</td>\n","      <td>Skeleton Army</td>\n","      <td>Balloon</td>\n","      <td>Royal Hogs</td>\n","      <td>Arrows</td>\n","      <td>Zap</td>\n","      <td>Barbarians</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>Ladder</td>\n","      <td>20200514T181711.000Z</td>\n","      <td>lemonTree68</td>\n","      <td>mike1m1ke</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>Archers</td>\n","      <td>Skeletons</td>\n","      <td>Tesla</td>\n","      <td>Fireball</td>\n","      <td>Ice Spirit</td>\n","      <td>Ice Golem</td>\n","      <td>X-Bow</td>\n","      <td>The Log</td>\n","      <td>X-Bow</td>\n","      <td>Tesla</td>\n","      <td>The Log</td>\n","      <td>Fireball</td>\n","      <td>Archers</td>\n","      <td>Ice Golem</td>\n","      <td>Ice Spirit</td>\n","      <td>Skeletons</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>Ladder</td>\n","      <td>20200514T181114.000Z</td>\n","      <td>lemonTree68</td>\n","      <td>Kat</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>Archers</td>\n","      <td>Skeletons</td>\n","      <td>Tesla</td>\n","      <td>Fireball</td>\n","      <td>Ice Spirit</td>\n","      <td>Ice Golem</td>\n","      <td>X-Bow</td>\n","      <td>The Log</td>\n","      <td>P.E.K.K.A</td>\n","      <td>Poison</td>\n","      <td>Royal Ghost</td>\n","      <td>Battle Ram</td>\n","      <td>Magic Archer</td>\n","      <td>Zap</td>\n","      <td>Bandit</td>\n","      <td>Electro Wizard</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>659</th>\n","      <td>20</td>\n","      <td>Ladder</td>\n","      <td>20200515T235322.000Z</td>\n","      <td>Carl the Legend</td>\n","      <td>⚡Kamikaze⚡</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>Lava Hound</td>\n","      <td>Balloon</td>\n","      <td>Zap</td>\n","      <td>Minions</td>\n","      <td>Barbarians</td>\n","      <td>Mega Minion</td>\n","      <td>Fireball</td>\n","      <td>Tombstone</td>\n","      <td>Giant</td>\n","      <td>Prince</td>\n","      <td>Dark Prince</td>\n","      <td>Mega Minion</td>\n","      <td>Fireball</td>\n","      <td>Miner</td>\n","      <td>Electro Wizard</td>\n","      <td>Zap</td>\n","    </tr>\n","    <tr>\n","      <th>660</th>\n","      <td>21</td>\n","      <td>Ladder</td>\n","      <td>20200515T234741.000Z</td>\n","      <td>Carl the Legend</td>\n","      <td>MB CHILE</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>Lava Hound</td>\n","      <td>Balloon</td>\n","      <td>Zap</td>\n","      <td>Minions</td>\n","      <td>Barbarians</td>\n","      <td>Mega Minion</td>\n","      <td>Fireball</td>\n","      <td>Tombstone</td>\n","      <td>Miner</td>\n","      <td>Bats</td>\n","      <td>The Log</td>\n","      <td>Ice Golem</td>\n","      <td>Wall Breakers</td>\n","      <td>Bomb Tower</td>\n","      <td>Poison</td>\n","      <td>Spear Goblins</td>\n","    </tr>\n","    <tr>\n","      <th>661</th>\n","      <td>22</td>\n","      <td>Ladder</td>\n","      <td>20200515T233545.000Z</td>\n","      <td>Carl the Legend</td>\n","      <td>❤️Bopi❤️</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>Lava Hound</td>\n","      <td>Balloon</td>\n","      <td>Zap</td>\n","      <td>Minions</td>\n","      <td>Barbarians</td>\n","      <td>Mega Minion</td>\n","      <td>Fireball</td>\n","      <td>Tombstone</td>\n","      <td>Knight</td>\n","      <td>Spear Goblins</td>\n","      <td>Bats</td>\n","      <td>Wall Breakers</td>\n","      <td>Miner</td>\n","      <td>Bomb Tower</td>\n","      <td>Zap</td>\n","      <td>The Log</td>\n","    </tr>\n","    <tr>\n","      <th>662</th>\n","      <td>23</td>\n","      <td>Ladder</td>\n","      <td>20200515T232652.000Z</td>\n","      <td>Carl the Legend</td>\n","      <td>Tilt_Master❤</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>Lava Hound</td>\n","      <td>Balloon</td>\n","      <td>Zap</td>\n","      <td>Minions</td>\n","      <td>Barbarians</td>\n","      <td>Mega Minion</td>\n","      <td>Fireball</td>\n","      <td>Tombstone</td>\n","      <td>Golem</td>\n","      <td>Barbarian Barrel</td>\n","      <td>Baby Dragon</td>\n","      <td>Lightning</td>\n","      <td>Tornado</td>\n","      <td>Night Witch</td>\n","      <td>Lumberjack</td>\n","      <td>Mega Minion</td>\n","    </tr>\n","    <tr>\n","      <th>663</th>\n","      <td>24</td>\n","      <td>Ladder</td>\n","      <td>20200515T231545.000Z</td>\n","      <td>Carl the Legend</td>\n","      <td>LMT⚡Hassasin⚡</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>Lava Hound</td>\n","      <td>Balloon</td>\n","      <td>Zap</td>\n","      <td>Minions</td>\n","      <td>Barbarians</td>\n","      <td>Mega Minion</td>\n","      <td>Fireball</td>\n","      <td>Tombstone</td>\n","      <td>Zap</td>\n","      <td>Bandit</td>\n","      <td>Magic Archer</td>\n","      <td>Battle Ram</td>\n","      <td>Electro Wizard</td>\n","      <td>Royal Ghost</td>\n","      <td>P.E.K.K.A</td>\n","      <td>Poison</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>664 rows × 23 columns</p>\n","</div>"],"text/plain":["     Unnamed: 0 gamemode  ...       p2.card_7       p2.card_8\n","0             0   Ladder  ...            Rage   Battle Healer\n","1             1   Ladder  ...           Miner      Bomb Tower\n","2             2   Ladder  ...             Zap      Barbarians\n","3             3   Ladder  ...      Ice Spirit       Skeletons\n","4             4   Ladder  ...          Bandit  Electro Wizard\n","..          ...      ...  ...             ...             ...\n","659          20   Ladder  ...  Electro Wizard             Zap\n","660          21   Ladder  ...          Poison   Spear Goblins\n","661          22   Ladder  ...             Zap         The Log\n","662          23   Ladder  ...      Lumberjack     Mega Minion\n","663          24   Ladder  ...       P.E.K.K.A          Poison\n","\n","[664 rows x 23 columns]"]},"metadata":{"tags":[]},"execution_count":2}]},{"cell_type":"code","metadata":{"id":"7UZycCD0RWyl","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":419},"outputId":"ee43a0d9-b8bb-415b-ca39-42e810efd0c6","executionInfo":{"status":"ok","timestamp":1589972792195,"user_tz":-120,"elapsed":1890,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#only selecting the decks of player n.2\n","X = X[['p2.card_1', 'p2.card_2', 'p2.card_3', 'p2.card_4', 'p2.card_5', 'p2.card_6', 'p2.card_7', 'p2.card_8']]\n","X"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>p2.card_1</th>\n","      <th>p2.card_2</th>\n","      <th>p2.card_3</th>\n","      <th>p2.card_4</th>\n","      <th>p2.card_5</th>\n","      <th>p2.card_6</th>\n","      <th>p2.card_7</th>\n","      <th>p2.card_8</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Elixir Golem</td>\n","      <td>Inferno Dragon</td>\n","      <td>Arrows</td>\n","      <td>Night Witch</td>\n","      <td>Electro Dragon</td>\n","      <td>Heal Spirit</td>\n","      <td>Rage</td>\n","      <td>Battle Healer</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Knight</td>\n","      <td>Bats</td>\n","      <td>Spear Goblins</td>\n","      <td>Wall Breakers</td>\n","      <td>Poison</td>\n","      <td>The Log</td>\n","      <td>Miner</td>\n","      <td>Bomb Tower</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Ice Wizard</td>\n","      <td>Inferno Dragon</td>\n","      <td>Skeleton Army</td>\n","      <td>Balloon</td>\n","      <td>Royal Hogs</td>\n","      <td>Arrows</td>\n","      <td>Zap</td>\n","      <td>Barbarians</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>X-Bow</td>\n","      <td>Tesla</td>\n","      <td>The Log</td>\n","      <td>Fireball</td>\n","      <td>Archers</td>\n","      <td>Ice Golem</td>\n","      <td>Ice Spirit</td>\n","      <td>Skeletons</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>P.E.K.K.A</td>\n","      <td>Poison</td>\n","      <td>Royal Ghost</td>\n","      <td>Battle Ram</td>\n","      <td>Magic Archer</td>\n","      <td>Zap</td>\n","      <td>Bandit</td>\n","      <td>Electro Wizard</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>659</th>\n","      <td>Giant</td>\n","      <td>Prince</td>\n","      <td>Dark Prince</td>\n","      <td>Mega Minion</td>\n","      <td>Fireball</td>\n","      <td>Miner</td>\n","      <td>Electro Wizard</td>\n","      <td>Zap</td>\n","    </tr>\n","    <tr>\n","      <th>660</th>\n","      <td>Miner</td>\n","      <td>Bats</td>\n","      <td>The Log</td>\n","      <td>Ice Golem</td>\n","      <td>Wall Breakers</td>\n","      <td>Bomb Tower</td>\n","      <td>Poison</td>\n","      <td>Spear Goblins</td>\n","    </tr>\n","    <tr>\n","      <th>661</th>\n","      <td>Knight</td>\n","      <td>Spear Goblins</td>\n","      <td>Bats</td>\n","      <td>Wall Breakers</td>\n","      <td>Miner</td>\n","      <td>Bomb Tower</td>\n","      <td>Zap</td>\n","      <td>The Log</td>\n","    </tr>\n","    <tr>\n","      <th>662</th>\n","      <td>Golem</td>\n","      <td>Barbarian Barrel</td>\n","      <td>Baby Dragon</td>\n","      <td>Lightning</td>\n","      <td>Tornado</td>\n","      <td>Night Witch</td>\n","      <td>Lumberjack</td>\n","      <td>Mega Minion</td>\n","    </tr>\n","    <tr>\n","      <th>663</th>\n","      <td>Zap</td>\n","      <td>Bandit</td>\n","      <td>Magic Archer</td>\n","      <td>Battle Ram</td>\n","      <td>Electro Wizard</td>\n","      <td>Royal Ghost</td>\n","      <td>P.E.K.K.A</td>\n","      <td>Poison</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>664 rows × 8 columns</p>\n","</div>"],"text/plain":["        p2.card_1         p2.card_2  ...       p2.card_7       p2.card_8\n","0    Elixir Golem    Inferno Dragon  ...            Rage   Battle Healer\n","1          Knight              Bats  ...           Miner      Bomb Tower\n","2      Ice Wizard    Inferno Dragon  ...             Zap      Barbarians\n","3           X-Bow             Tesla  ...      Ice Spirit       Skeletons\n","4       P.E.K.K.A            Poison  ...          Bandit  Electro Wizard\n","..            ...               ...  ...             ...             ...\n","659         Giant            Prince  ...  Electro Wizard             Zap\n","660         Miner              Bats  ...          Poison   Spear Goblins\n","661        Knight     Spear Goblins  ...             Zap         The Log\n","662         Golem  Barbarian Barrel  ...      Lumberjack     Mega Minion\n","663           Zap            Bandit  ...       P.E.K.K.A          Poison\n","\n","[664 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"DmlkJO6TZJ0a","colab_type":"code","colab":{}},"source":["#https://docs.google.com/spreadsheets/d/1wIH69gfuCCoPRoWOIyUqQHMKkUfpb4GAxUbBYX8PwRc/edit#gid=1477229539\n","C = pd.read_csv('/content/drive/My Drive/Colab Notebooks/Projects/20200518_CRL/CRL_Cards_Classification.csv')\n","cards_classifier = C.copy()\n","cards_classifier.pop('Type_1')\n","cards_classifier = cards_classifier.values.transpose()\n","cards_classifier\n","\n","def order_row(list1):\n","  #mappiamo lista input di carte al tipo\n","  card_dictionary = dict(zip(cards_classifier[0], cards_classifier[1]))\n","  card_dictionary\n","\n","  list_tot_classification = list()\n","  for m in list1:\n","    a = card_dictionary.get(m)\n","    list_tot_classification.append(a)\n","\n","  list_tot_classification\n","  #['Spell', 'Troop', 'Troop', 'Win Condition', 'Spell', 'Troop', 'Troop', 'Troop']\n","\n","  class_dict = {'Win Condition': 0, 'Troop': 1, 'Building': 2, 'Spell': 3}\n","\n","  #sorted by win condition, Troop, Building then Spell\n","  list_tot_num = list()\n","  for m in list_tot_classification:\n","    a = class_dict.get(m)\n","    list_tot_num.append(a)\n","  \n","  ordered_list = [x for _,x in sorted(zip(list_tot_num, list1))]\n","  return ordered_list\n","\n","#example\n","#list1 = ['Arrows',\t'Baby Dragon',\t'Bomber', 'Golem',\t'Lightning',\t'Mega Minion',\t'Mini P.E.K.K.A',\t'Night Witch', 'Cannon']\n","#ordered_list = order_row(list1)\n","#ordered_list"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"KQ-L-BMsDfIB","colab_type":"code","outputId":"3326c1d6-c148-4ac3-ca4c-cbf15451ee06","executionInfo":{"status":"ok","timestamp":1589972796693,"user_tz":-120,"elapsed":1699,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"colab":{"base_uri":"https://localhost:8080/","height":419}},"source":["#sort each row based on the format: Win Condition, Troop, Building, Spell\n","for c in range(len(X.values)):\n","  X.values[c] = order_row(X.values[c])\n","  #X.values[c] = sorted(X.values[c])\n","X = pd.DataFrame(X.values)\n","X"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>0</th>\n","      <th>1</th>\n","      <th>2</th>\n","      <th>3</th>\n","      <th>4</th>\n","      <th>5</th>\n","      <th>6</th>\n","      <th>7</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Elixir Golem</td>\n","      <td>Battle Healer</td>\n","      <td>Electro Dragon</td>\n","      <td>Inferno Dragon</td>\n","      <td>Night Witch</td>\n","      <td>Arrows</td>\n","      <td>Heal Spirit</td>\n","      <td>Rage</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Miner</td>\n","      <td>Bats</td>\n","      <td>Knight</td>\n","      <td>Spear Goblins</td>\n","      <td>Wall Breakers</td>\n","      <td>Bomb Tower</td>\n","      <td>Poison</td>\n","      <td>The Log</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Balloon</td>\n","      <td>Royal Hogs</td>\n","      <td>Barbarians</td>\n","      <td>Ice Wizard</td>\n","      <td>Inferno Dragon</td>\n","      <td>Skeleton Army</td>\n","      <td>Arrows</td>\n","      <td>Zap</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>X-Bow</td>\n","      <td>Archers</td>\n","      <td>Ice Golem</td>\n","      <td>Ice Spirit</td>\n","      <td>Skeletons</td>\n","      <td>Tesla</td>\n","      <td>Fireball</td>\n","      <td>The Log</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Battle Ram</td>\n","      <td>P.E.K.K.A</td>\n","      <td>Bandit</td>\n","      <td>Electro Wizard</td>\n","      <td>Magic Archer</td>\n","      <td>Royal Ghost</td>\n","      <td>Poison</td>\n","      <td>Zap</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>659</th>\n","      <td>Giant</td>\n","      <td>Miner</td>\n","      <td>Dark Prince</td>\n","      <td>Electro Wizard</td>\n","      <td>Mega Minion</td>\n","      <td>Prince</td>\n","      <td>Fireball</td>\n","      <td>Zap</td>\n","    </tr>\n","    <tr>\n","      <th>660</th>\n","      <td>Miner</td>\n","      <td>Bats</td>\n","      <td>Ice Golem</td>\n","      <td>Spear Goblins</td>\n","      <td>Wall Breakers</td>\n","      <td>Bomb Tower</td>\n","      <td>Poison</td>\n","      <td>The Log</td>\n","    </tr>\n","    <tr>\n","      <th>661</th>\n","      <td>Miner</td>\n","      <td>Bats</td>\n","      <td>Knight</td>\n","      <td>Spear Goblins</td>\n","      <td>Wall Breakers</td>\n","      <td>Bomb Tower</td>\n","      <td>The Log</td>\n","      <td>Zap</td>\n","    </tr>\n","    <tr>\n","      <th>662</th>\n","      <td>Golem</td>\n","      <td>Baby Dragon</td>\n","      <td>Lumberjack</td>\n","      <td>Mega Minion</td>\n","      <td>Night Witch</td>\n","      <td>Barbarian Barrel</td>\n","      <td>Lightning</td>\n","      <td>Tornado</td>\n","    </tr>\n","    <tr>\n","      <th>663</th>\n","      <td>Battle Ram</td>\n","      <td>P.E.K.K.A</td>\n","      <td>Bandit</td>\n","      <td>Electro Wizard</td>\n","      <td>Magic Archer</td>\n","      <td>Royal Ghost</td>\n","      <td>Poison</td>\n","      <td>Zap</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>664 rows × 8 columns</p>\n","</div>"],"text/plain":["                0              1  ...            6        7\n","0    Elixir Golem  Battle Healer  ...  Heal Spirit     Rage\n","1           Miner           Bats  ...       Poison  The Log\n","2         Balloon     Royal Hogs  ...       Arrows      Zap\n","3           X-Bow        Archers  ...     Fireball  The Log\n","4      Battle Ram      P.E.K.K.A  ...       Poison      Zap\n","..            ...            ...  ...          ...      ...\n","659         Giant          Miner  ...     Fireball      Zap\n","660         Miner           Bats  ...       Poison  The Log\n","661         Miner           Bats  ...      The Log      Zap\n","662         Golem    Baby Dragon  ...    Lightning  Tornado\n","663    Battle Ram      P.E.K.K.A  ...       Poison      Zap\n","\n","[664 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"RJDjvkSoYvdj","colab_type":"code","outputId":"8b580f0e-d876-4315-d9ce-d01de5597a74","executionInfo":{"status":"ok","timestamp":1589972799296,"user_tz":-120,"elapsed":2087,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"colab":{"base_uri":"https://localhost:8080/","height":419}},"source":["#flat everything in one list\n","one_row = list()\n","for k in X.values:\n","  for n in k:\n","    one_row.append(n)\n","one_row = pd.DataFrame(one_row)\n","one_row\n","\n","#labeled list\n","from sklearn.preprocessing import LabelEncoder\n","le = LabelEncoder()\n","le.fit(one_row[0])\n","one_row_labeled = le.transform(one_row[0])\n","one_row_labeled\n","\n","#rebuild the original dataset and convert it to DataFrame\n","import numpy\n","X_labeled = numpy.array_split(one_row_labeled, (len(one_row)/8))\n","X_labeled = pd.DataFrame(X_labeled)\n","X_labeled"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>0</th>\n","      <th>1</th>\n","      <th>2</th>\n","      <th>3</th>\n","      <th>4</th>\n","      <th>5</th>\n","      <th>6</th>\n","      <th>7</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>24</td>\n","      <td>9</td>\n","      <td>20</td>\n","      <td>51</td>\n","      <td>67</td>\n","      <td>1</td>\n","      <td>45</td>\n","      <td>72</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>60</td>\n","      <td>8</td>\n","      <td>53</td>\n","      <td>84</td>\n","      <td>91</td>\n","      <td>11</td>\n","      <td>69</td>\n","      <td>86</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3</td>\n","      <td>79</td>\n","      <td>7</td>\n","      <td>50</td>\n","      <td>51</td>\n","      <td>80</td>\n","      <td>1</td>\n","      <td>94</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>93</td>\n","      <td>0</td>\n","      <td>48</td>\n","      <td>49</td>\n","      <td>82</td>\n","      <td>85</td>\n","      <td>27</td>\n","      <td>86</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>10</td>\n","      <td>68</td>\n","      <td>4</td>\n","      <td>21</td>\n","      <td>57</td>\n","      <td>77</td>\n","      <td>69</td>\n","      <td>94</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>659</th>\n","      <td>33</td>\n","      <td>60</td>\n","      <td>17</td>\n","      <td>21</td>\n","      <td>59</td>\n","      <td>70</td>\n","      <td>27</td>\n","      <td>94</td>\n","    </tr>\n","    <tr>\n","      <th>660</th>\n","      <td>60</td>\n","      <td>8</td>\n","      <td>48</td>\n","      <td>84</td>\n","      <td>91</td>\n","      <td>11</td>\n","      <td>69</td>\n","      <td>86</td>\n","    </tr>\n","    <tr>\n","      <th>661</th>\n","      <td>60</td>\n","      <td>8</td>\n","      <td>53</td>\n","      <td>84</td>\n","      <td>91</td>\n","      <td>11</td>\n","      <td>86</td>\n","      <td>94</td>\n","    </tr>\n","    <tr>\n","      <th>662</th>\n","      <td>42</td>\n","      <td>2</td>\n","      <td>56</td>\n","      <td>59</td>\n","      <td>67</td>\n","      <td>5</td>\n","      <td>55</td>\n","      <td>89</td>\n","    </tr>\n","    <tr>\n","      <th>663</th>\n","      <td>10</td>\n","      <td>68</td>\n","      <td>4</td>\n","      <td>21</td>\n","      <td>57</td>\n","      <td>77</td>\n","      <td>69</td>\n","      <td>94</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>664 rows × 8 columns</p>\n","</div>"],"text/plain":["      0   1   2   3   4   5   6   7\n","0    24   9  20  51  67   1  45  72\n","1    60   8  53  84  91  11  69  86\n","2     3  79   7  50  51  80   1  94\n","3    93   0  48  49  82  85  27  86\n","4    10  68   4  21  57  77  69  94\n","..   ..  ..  ..  ..  ..  ..  ..  ..\n","659  33  60  17  21  59  70  27  94\n","660  60   8  48  84  91  11  69  86\n","661  60   8  53  84  91  11  86  94\n","662  42   2  56  59  67   5  55  89\n","663  10  68   4  21  57  77  69  94\n","\n","[664 rows x 8 columns]"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"markdown","metadata":{"id":"cKl-CLPS45WH","colab_type":"text"},"source":["##Part II"]},{"cell_type":"code","metadata":{"id":"hlNPm1au_UkQ","colab_type":"code","outputId":"dcfb7c7f-2c5e-4ee6-8833-bbe09f915223","executionInfo":{"status":"ok","timestamp":1589972802620,"user_tz":-120,"elapsed":1644,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["print(max(one_row_labeled+1), len(X_labeled))"],"execution_count":7,"outputs":[{"output_type":"stream","text":["95 664\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"xyL2uYtfQRTY","colab_type":"code","outputId":"e2e4e4e4-838f-4ff2-ca49-383de8dfe5d8","executionInfo":{"status":"ok","timestamp":1589976524670,"user_tz":-120,"elapsed":2158,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"colab":{"base_uri":"https://localhost:8080/","height":439}},"source":["#one_hot of multiple columns at the same time:\n","#create an empty dataset of equal lenght of max. label (94), but equal width of our X (664)\n","m = [[0 for x in range(max(one_row_labeled)+1)] for x in range(len(X_labeled))]\n","\n","#turn each corresponding label to 1\n","for row in range(len(X_labeled.values)):\n","  for num in range(len(X_labeled.values[1])):\n","    m[row][X_labeled.values[row][num]] = 1\n","m = pd.DataFrame(m)\n","m"],"execution_count":33,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>0</th>\n","      <th>1</th>\n","      <th>2</th>\n","      <th>3</th>\n","      <th>4</th>\n","      <th>5</th>\n","      <th>6</th>\n","      <th>7</th>\n","      <th>8</th>\n","      <th>9</th>\n","      <th>10</th>\n","      <th>11</th>\n","      <th>12</th>\n","      <th>13</th>\n","      <th>14</th>\n","      <th>15</th>\n","      <th>16</th>\n","      <th>17</th>\n","      <th>18</th>\n","      <th>19</th>\n","      <th>20</th>\n","      <th>21</th>\n","      <th>22</th>\n","      <th>23</th>\n","      <th>24</th>\n","      <th>25</th>\n","      <th>26</th>\n","      <th>27</th>\n","      <th>28</th>\n","      <th>29</th>\n","      <th>30</th>\n","      <th>31</th>\n","      <th>32</th>\n","      <th>33</th>\n","      <th>34</th>\n","      <th>35</th>\n","      <th>36</th>\n","      <th>37</th>\n","      <th>38</th>\n","      <th>39</th>\n","      <th>...</th>\n","      <th>55</th>\n","      <th>56</th>\n","      <th>57</th>\n","      <th>58</th>\n","      <th>59</th>\n","      <th>60</th>\n","      <th>61</th>\n","      <th>62</th>\n","      <th>63</th>\n","      <th>64</th>\n","      <th>65</th>\n","      <th>66</th>\n","      <th>67</th>\n","      <th>68</th>\n","      <th>69</th>\n","      <th>70</th>\n","      <th>71</th>\n","      <th>72</th>\n","      <th>73</th>\n","      <th>74</th>\n","      <th>75</th>\n","      <th>76</th>\n","      <th>77</th>\n","      <th>78</th>\n","      <th>79</th>\n","      <th>80</th>\n","      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<td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      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  0   1   2   3   4   5   6   7   8   ...  86  87  88  89  90  91  92  93  94\n","0     0   1   0   0   0   0   0   0   0  ...   0   0   0   0   0   0   0   0   0\n","1     0   0   0   0   0   0   0   0   1  ...   1   0   0   0   0   1   0   0   0\n","2     0   1   0   1   0   0   0   1   0  ...   0   0   0   0   0   0   0   0   1\n","3     1   0   0   0   0   0   0   0   0  ...   1   0   0   0   0   0   0   1   0\n","4     0   0   0   0   1   0   0   0   0  ...   0   0   0   0   0   0   0   0   1\n","..   ..  ..  ..  ..  ..  ..  ..  ..  ..  ...  ..  ..  ..  ..  ..  ..  ..  ..  ..\n","659   0   0   0   0   0   0   0   0   0  ...   0   0   0   0   0   0   0   0   1\n","660   0   0   0   0   0   0   0   0   1  ...   1   0   0   0   0   1   0   0   0\n","661   0   0   0   0   0   0   0   0   1  ...   1   0   0   0   0   1   0   0   1\n","662   0   0   1   0   0   1   0   0   0  ...   0   0   0   1   0   0   0   0   0\n","663   0   0   0   0   1   0   0   0   0  ...   0   0   0   0   0   0   0   0   1\n","\n","[664 rows x 95 columns]"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"code","metadata":{"id":"3H2FRJJT0BQw","colab_type":"code","outputId":"33081b1c-a851-4423-d702-2768f3faa756","executionInfo":{"status":"ok","timestamp":1589972909322,"user_tz":-120,"elapsed":93671,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"colab":{"base_uri":"https://localhost:8080/","height":295}},"source":["#graph the number of clusters\n","#utilizzando kmeans forse non è valido per questo scopo\n","from sklearn.cluster import KMeans\n","import matplotlib.pyplot as plt\n","\n","wcss = []\n","for i in range(1, 100):\n","  km = KMeans(n_clusters = i, init = 'k-means++', max_iter = 300, n_init = 20, random_state = 0)\n","  km.fit(m)\n","  wcss.append(km.inertia_)\n","\n","plt.plot(range(1, 100), wcss)\n","plt.title('The Elbow Method')\n","plt.xlabel('No. of Clusters')\n","plt.ylabel('wcss')\n","plt.show()"],"execution_count":9,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"YRu49J2D1-f7","colab_type":"code","outputId":"62369ce0-50e4-43e7-deb1-8ee0c0911ccd","executionInfo":{"status":"ok","timestamp":1589973638048,"user_tz":-120,"elapsed":5092,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"colab":{"base_uri":"https://localhost:8080/","height":153}},"source":["!pip install kmodes"],"execution_count":11,"outputs":[{"output_type":"stream","text":["Collecting kmodes\n","  Downloading https://files.pythonhosted.org/packages/b2/55/d8ec1ae1f7e1e202a8a4184c6852a3ee993b202b0459672c699d0ac18fc8/kmodes-0.10.2-py2.py3-none-any.whl\n","Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from kmodes) (0.15.0)\n","Requirement already satisfied: numpy>=1.10.4 in /usr/local/lib/python3.6/dist-packages (from kmodes) (1.18.4)\n","Requirement already satisfied: scikit-learn>=0.19.0 in /usr/local/lib/python3.6/dist-packages (from kmodes) (0.22.2.post1)\n","Requirement already satisfied: scipy>=0.13.3 in /usr/local/lib/python3.6/dist-packages (from kmodes) (1.4.1)\n","Installing collected packages: kmodes\n","Successfully installed kmodes-0.10.2\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"VAxIiczn0UOJ","colab_type":"code","outputId":"c8d8ef42-35c9-4b8e-eb1e-9e0100b56fdb","executionInfo":{"status":"ok","timestamp":1589976534006,"user_tz":-120,"elapsed":4923,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}},"colab":{"base_uri":"https://localhost:8080/","height":697}},"source":["#mapping each row to its correponding cluster\n","from kmodes.kmodes import KModes\n","test=KModes(n_clusters=20, init='Cao') #Huang\n","\n","cluster=test.fit_predict(m, categorical=list(m.columns))\n","cluster"],"execution_count":34,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([11,  0, 11,  4,  5,  3,  3, 11, 11,  9, 11, 11, 16,  5,  5,  0,  6,\n","        1, 11,  3, 15,  0,  8,  1,  8,  0, 15,  5,  7, 15,  8, 17,  1, 15,\n","        5,  2, 19, 13,  1,  9,  7, 16,  7,  1, 16,  3,  5,  1,  8,  7,  6,\n","       16, 18,  7,  0,  3,  3,  3, 13, 19, 15, 11,  8,  4, 14,  4,  2, 14,\n","        5,  7,  6,  1,  8,  1,  3,  8,  4,  3,  5, 19,  2,  1,  5,  0,  1,\n","        6, 14,  8,  3,  4,  7,  4,  1, 14,  1,  5, 11, 18,  5,  1,  0,  2,\n","       12,  3,  8,  9,  2,  4,  7,  7, 16, 11,  4, 11, 11,  1, 16,  6,  0,\n","       16, 12,  0,  3,  7, 18,  1, 12,  0, 16, 18, 16,  3,  4,  7,  1,  1,\n","        1,  2,  3, 19,  5, 11,  4, 16,  4,  0,  3, 12,  0, 12,  0, 12,  5,\n","        2, 14, 11, 12, 15,  1, 11,  7,  2, 12,  0,  3,  3, 12,  7,  7, 18,\n","        1, 16,  7, 17,  1, 12, 11, 14, 15,  3,  5,  0,  8, 14,  2,  2,  0,\n","        4,  7, 16,  8, 11,  0,  6,  1,  5, 19,  7,  7, 16,  0,  2, 11,  4,\n","        7,  5,  1,  8, 14,  0,  0, 19, 11,  7, 15,  5,  9,  2, 11,  7, 19,\n","       14,  3, 11, 11,  1,  9,  5, 12, 12,  7, 12, 14, 14, 11,  0,  8,  3,\n","        4, 11,  4,  5,  8, 15, 15, 14,  7,  4,  3,  6,  3,  5,  7,  4,  6,\n","       15,  5, 13, 11,  4, 16,  7,  0, 14, 16,  7,  3,  9, 15,  0,  7,  0,\n","        1,  8, 15,  5, 11,  3,  6,  4, 12, 15,  1,  2,  7,  1,  6,  1,  3,\n","        8,  1,  0, 17,  5,  5, 14, 11,  3,  4,  2,  3,  7,  7, 11,  3,  0,\n","        4,  1,  3,  7,  7,  4,  8,  3,  0,  3,  3,  9, 12,  3,  7,  7,  8,\n","       12,  2,  3,  2, 19,  5,  7,  2, 14,  7,  2,  4,  1,  5, 19,  3,  2,\n","       13,  5,  5,  3, 19,  4,  2, 15, 19,  1,  0, 12, 13,  8, 13,  0, 17,\n","        7, 14,  3,  4,  0, 14, 12,  0,  1,  8, 12,  4,  3, 17, 15,  7,  4,\n","        3, 14,  0, 12,  0,  9,  1, 14,  4, 12,  7,  4,  3,  2,  3, 15, 16,\n","        2,  4,  0,  2, 15, 12,  7, 15,  2,  1,  1,  4,  0, 19,  6,  5, 11,\n","       12,  8,  3, 16,  2,  3, 19,  0,  0,  1,  3, 17, 11, 10,  2, 15,  2,\n","        0,  3,  7,  4, 17,  5,  5,  1,  8,  6,  6, 12,  5, 13, 19,  2,  6,\n","        3,  3,  4,  3, 12, 17,  5, 15,  0, 19,  6,  0,  3,  2,  3,  0, 12,\n","       11,  2, 14,  1,  1,  0,  7,  7, 12,  8,  4,  1, 12, 14, 17, 17,  8,\n","        0,  2,  3,  2,  0, 16,  2,  6,  2,  0,  6,  3,  1,  0,  8,  3,  7,\n","       11, 15,  0, 11, 11,  7,  2,  6,  5, 11,  4,  3,  5, 17, 15,  2,  0,\n","       11, 11,  4,  3, 16, 19,  8, 15, 14,  0,  5, 13,  2,  0,  2, 14, 19,\n","        8,  0,  1,  1, 14,  6, 15, 19, 19,  2,  0,  1,  1, 11,  5,  3,  3,\n","        6,  8,  8,  1,  0, 19,  7,  2,  8,  4,  0, 12, 12, 12, 14,  4,  2,\n","       16,  9,  0,  0,  4,  0,  2,  8,  4,  0,  2, 15,  4, 13, 15,  3,  0,\n","        0,  4,  5,  6,  9,  0,  4, 14, 19,  1, 15, 15, 14,  2, 17,  4,  0,\n","       15,  2, 12,  8, 14,  2,  1, 15,  2,  2,  2, 11, 12,  6,  0,  0, 12,\n","        3, 17, 14, 11,  4,  0,  2,  4, 17,  0,  3,  5, 16,  0, 12,  0, 17,\n","       17,  6,  4,  0, 16, 16,  0, 14,  3, 12, 11, 19,  6,  8,  2,  0,  4,\n","        0,  7, 17,  1,  0, 15, 16, 13,  1,  7, 16,  0, 14,  6,  0,  0, 16,\n","        5], dtype=uint16)"]},"metadata":{"tags":[]},"execution_count":34}]},{"cell_type":"code","metadata":{"id":"J1IckGYI1beX","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":136},"outputId":"095d5bd9-1fd0-42b5-d342-f569d12e60bc","executionInfo":{"status":"ok","timestamp":1589974007973,"user_tz":-120,"elapsed":747,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["test.cluster_centroids_"],"execution_count":15,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[0, 0, 0, ..., 0, 0, 0],\n","       [0, 1, 0, ..., 0, 0, 0],\n","       [0, 0, 0, ..., 0, 0, 0],\n","       ...,\n","       [0, 0, 0, ..., 0, 0, 0],\n","       [0, 0, 0, ..., 0, 0, 1],\n","       [0, 0, 0, ..., 0, 0, 1]])"]},"metadata":{"tags":[]},"execution_count":15}]},{"cell_type":"code","metadata":{"id":"pxALHrxlFE3j","colab_type":"code","colab":{}},"source":["#convert one_hot numbers to final decks\n","def archetypes(knode_list):\n","  archetypes_list = list()\n","\n","  #for each 1 inside the one_hot cluster form return its number\n","  #not all clusters have the same lenght\n","  #store all number is arrays\n","  cc = list()\n","  for n_centroids in range(len(km.cluster_centroids_)):\n","    for k in range(len(km.cluster_centroids_[n_centroids])):\n","      if km.cluster_centroids_[n_centroids][k] == 1:\n","        cc.append(k)\n","  len(cc)\n","\n","  #determines number of chunks per cluster\n","  n_chunks = list()\n","  for am in range(len(km.cluster_centroids_)):\n","    n_chunks.append((list(km.cluster_centroids_[am]).count(1)))\n","  n_chunks\n","\n","  #creates the meta-decks\n","  from itertools import islice\n","  it = iter(cc)\n","  sliced =[list(islice(it, 0, i)) for i in n_chunks]\n","  sliced\n","\n","  sliced_list = list()\n","  #convertion numbers to card names\n","  for o in sliced:\n","    sliced_list.append(order_row(list(le.inverse_transform(o))))\n","  \n","  #archetipi come si deve ma ancora disorganizzati come sorting\n","  #for _ in sliced_list:\n","  #  print(_)\n","\n","  #we only conserv the win conditions\n","  card_dictionary = dict(zip(cards_classifier[0], cards_classifier[1]))\n","  card_dictionary\n","\n","  #an absurd way of making a copy of our dataset, .copy() does not work\n","  list_tot_classification = [x[:] for x in sliced_list] \n","\n","  for o1 in range(len(list_tot_classification)):\n","    for o2 in range(len(list_tot_classification[o1])):\n","      a = card_dictionary.get(list_tot_classification[o1][o2])\n","      list_tot_classification[o1][o2] = a\n","\n","  only_win_conditions = list()\n","  #only conserve lists with win conditions\n","  for o3 in range(len(list_tot_classification)):\n","    if 'Win Condition' in list_tot_classification[o3]:\n","      only_win_conditions.append(sliced_list[o3])\n","\n","  #we store all the lists with a lenght of 8: full decks\n","  for _ in sorted(only_win_conditions):\n","    if len(_) == 8:\n","      archetypes_list.append(_)\n","    \n","  return archetypes_list"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ra_hGcht_-rE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":204},"outputId":"7d4e02d2-5a20-4af5-edac-85d36d3b5e42","executionInfo":{"status":"ok","timestamp":1589981490379,"user_tz":-120,"elapsed":10071,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#questo funziona\n","n_clusters = 25\n","km = KModes(n_clusters=n_clusters, init='Cao', n_init=100, verbose=0)\n","clusters = km.fit_predict(m)\n","\n","#one_hot results to archetypes sorted by win condition\n","archetypes_list = archetypes(km.cluster_centroids_)\n","for _ in archetypes_list:\n","  print(_)"],"execution_count":173,"outputs":[{"output_type":"stream","text":["['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"CHsvzYTR-JKj","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"bce287a3-0b62-4f93-9cb0-057db94ee06d","executionInfo":{"status":"ok","timestamp":1589981080092,"user_tz":-120,"elapsed":715806,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["import numpy as np\n","from kmodes.kmodes import KModes\n","\n","archetypes_len = list()\n","for clus in range (8, 60): ###FUNCTIONS IN A CYCLE, BUT NOT IN A FUNCTION\n","  km = KModes(n_clusters=clus, init='Cao', n_init=100, verbose=0)\n","  clusters = km.fit_predict(m)\n","\n","  #one_hot results to archetypes sorted by win condition\n","  archetypes_list = archetypes(km.cluster_centroids_)\n","  archetypes_len.append(len(archetypes_list))\n","  for _ in archetypes_list:\n","    print(clus, _)\n","#25 is the optimal number of meta-decks"],"execution_count":157,"outputs":[{"output_type":"stream","text":["8 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","8 ['Giant', 'Graveyard', 'Bats', 'Mini P.E.K.K.A', 'Musketeer', 'Skeleton Army', 'Arrows', 'Giant Snowball']\n","8 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","8 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","8 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","9 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","9 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","10 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","10 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","11 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","11 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","11 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","12 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","12 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","12 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","13 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","13 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","13 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","13 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","14 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","14 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","14 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","14 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","15 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","15 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","15 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","15 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","15 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","15 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","16 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","16 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","16 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","16 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","16 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","17 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","17 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","17 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","17 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","17 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","18 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","18 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","18 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","18 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","18 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","18 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","19 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","19 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","19 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","19 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","19 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","19 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","20 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","20 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","20 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","20 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","20 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","20 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","20 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","21 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","21 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","21 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","21 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","21 ['Golem', 'Baby Dragon', 'Bomber', 'Mega Minion', 'Mini P.E.K.K.A', 'Night Witch', 'Arrows', 'Lightning']\n","21 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","21 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","21 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","22 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","22 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","22 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","22 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","22 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","22 ['Golem', 'Baby Dragon', 'Bomber', 'Mega Minion', 'Mini P.E.K.K.A', 'Night Witch', 'Arrows', 'Lightning']\n","22 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","22 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","22 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","23 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","23 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","23 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","23 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","23 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","23 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","23 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","23 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","24 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","24 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","24 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","24 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","24 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","24 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","24 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","24 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","24 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","25 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","25 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","25 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","25 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","25 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","25 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","25 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","25 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","25 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","25 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","25 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","26 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","26 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","26 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","26 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","26 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","26 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","26 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","26 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","26 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","26 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","26 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","26 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","27 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","27 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","27 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","27 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","27 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","27 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","27 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","27 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","27 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","27 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","27 ['Mega Knight', 'Miner', 'Skeleton Barrel', 'Bats', 'Goblin Gang', 'Inferno Dragon', 'Spear Goblins', 'Zap']\n","27 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","27 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","28 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","28 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","28 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","28 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","28 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","28 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","28 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","28 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","28 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","28 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","28 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","28 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","28 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","29 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","29 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","29 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","29 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","29 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","29 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","29 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","29 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","29 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","29 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","29 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","29 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","29 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","30 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","30 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","30 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","30 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","30 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","30 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","30 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","30 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","30 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","30 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","30 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","30 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","30 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","30 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","31 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","31 ['Balloon', 'Lava Hound', 'Miner', 'Inferno Dragon', 'Minions', 'Skeleton Army', 'Arrows', 'Zap']\n","31 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","31 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","31 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","31 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","31 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","31 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","31 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","31 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","31 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","31 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","31 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","31 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","31 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","31 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","32 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","32 ['Balloon', 'Lava Hound', 'Miner', 'Inferno Dragon', 'Minions', 'Skeleton Army', 'Arrows', 'Zap']\n","32 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","32 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","32 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","32 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","32 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","32 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","32 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","32 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","32 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","32 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","32 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","32 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","32 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","32 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","32 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","33 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","33 ['Balloon', 'Lava Hound', 'Miner', 'Inferno Dragon', 'Minions', 'Skeleton Army', 'Arrows', 'Zap']\n","33 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","33 ['Balloon', 'Miner', 'Ice Golem', 'Musketeer', 'Skeletons', 'Bomb Tower', 'Giant Snowball', 'The Log']\n","33 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","33 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","33 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","33 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","33 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","33 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","33 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","33 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","33 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","33 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","33 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","33 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","33 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","33 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","34 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","34 ['Balloon', 'Lava Hound', 'Miner', 'Inferno Dragon', 'Minions', 'Skeleton Army', 'Arrows', 'Zap']\n","34 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","34 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","34 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","34 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","34 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","34 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","34 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","34 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","34 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","34 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","34 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","34 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","34 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","34 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","34 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","35 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","35 ['Balloon', 'Lava Hound', 'Miner', 'Inferno Dragon', 'Minions', 'Skeleton Army', 'Arrows', 'Zap']\n","35 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","35 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","35 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","35 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","35 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","35 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","35 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","35 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","35 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","35 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","35 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","35 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","35 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","35 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","35 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","35 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","35 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","36 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","36 ['Balloon', 'Lava Hound', 'Miner', 'Inferno Dragon', 'Minions', 'Skeleton Army', 'Arrows', 'Zap']\n","36 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","36 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","36 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","36 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","36 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","36 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","36 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","36 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","36 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","36 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","36 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","36 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","36 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","36 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","36 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","36 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","36 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","36 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","37 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","37 ['Balloon', 'Lava Hound', 'Miner', 'Inferno Dragon', 'Minions', 'Skeleton Army', 'Arrows', 'Zap']\n","37 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","37 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","37 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","37 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","37 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","37 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","37 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","37 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","37 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","37 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","37 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","37 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","37 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","37 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","37 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","37 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","37 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","37 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","37 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","38 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","38 ['Balloon', 'Lava Hound', 'Miner', 'Inferno Dragon', 'Minions', 'Skeleton Army', 'Arrows', 'Zap']\n","38 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","38 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","38 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","38 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","38 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","38 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","38 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","38 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","38 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","38 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","38 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","38 ['Graveyard', 'Bats', 'Bowler', 'Dark Prince', 'Goblin Gang', 'Ice Wizard', 'Arrows', 'Tornado']\n","38 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","38 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","38 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","38 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","38 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","38 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","38 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","38 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","39 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","39 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","39 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","39 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","39 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","39 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","39 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","39 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","39 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","39 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","39 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","39 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","39 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","39 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","39 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","39 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","39 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","39 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","39 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","40 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","40 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","40 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","40 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","40 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","40 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","40 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","40 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","40 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","40 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","40 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","40 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","40 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","40 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","40 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","40 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","40 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","40 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","40 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","41 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","41 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","41 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","41 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","41 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","41 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","41 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","41 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","41 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","41 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","41 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","41 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","41 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","41 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","41 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","41 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","41 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","41 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","41 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","41 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","42 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","42 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","42 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","42 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","42 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","42 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","42 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","42 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","42 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","42 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","42 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","42 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","42 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","42 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","42 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","42 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","42 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","42 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","42 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","42 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","43 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","43 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","43 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","43 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","43 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","43 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","43 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","43 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","43 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","43 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","43 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","43 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","43 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","43 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","43 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","43 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","43 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","43 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","43 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","43 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","43 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","44 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","44 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","44 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","44 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","44 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","44 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","44 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","44 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","44 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","44 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","44 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","44 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","44 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","44 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","44 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","44 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","44 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","44 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","44 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","44 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","44 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","45 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","45 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","45 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","45 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","45 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","45 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","45 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","45 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","45 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","45 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","45 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","45 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","45 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","45 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","45 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","45 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","45 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","45 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","45 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","45 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","45 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","45 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","46 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","46 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","46 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","46 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","46 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","46 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","46 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","46 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","46 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","46 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","46 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","46 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","46 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","46 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","46 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","46 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","46 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","46 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","46 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","46 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","46 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","46 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","47 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","47 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","47 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","47 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","47 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","47 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","47 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","47 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","47 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","47 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","47 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","47 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","47 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","47 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","47 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","47 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","47 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","47 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","47 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","47 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","47 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","47 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","47 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","48 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","48 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","48 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","48 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","48 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","48 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","48 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","48 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","48 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","48 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","48 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","48 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","48 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","48 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","48 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","48 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","48 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","48 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","48 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","48 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","48 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","48 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","48 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","48 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","49 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","49 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","49 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","49 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","49 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","49 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","49 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","49 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","49 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","49 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","49 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","49 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","49 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","49 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","49 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","49 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","49 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","49 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","49 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","49 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","49 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","49 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","49 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","49 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","49 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","50 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","50 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","50 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","50 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","50 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","50 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","50 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","50 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","50 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","50 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","50 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","50 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","50 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","50 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","50 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","50 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","50 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","50 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","50 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","50 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","50 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","50 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","50 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","50 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","50 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","50 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","50 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","50 ['X-Bow', 'Ice Golem', 'Ice Spirit', 'Musketeer', 'Skeletons', 'Tesla', 'Fireball', 'The Log']\n","51 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","51 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","51 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","51 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","51 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","51 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","51 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","51 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","51 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","51 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","51 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","51 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","51 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","51 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","51 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","51 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","51 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","51 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","51 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","51 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","51 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","51 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","51 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","51 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","51 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","51 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","51 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","51 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","51 ['X-Bow', 'Ice Golem', 'Ice Spirit', 'Musketeer', 'Skeletons', 'Tesla', 'Fireball', 'The Log']\n","52 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","52 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","52 ['Balloon', 'Miner', 'Baby Dragon', 'Giant Skeleton', 'Guards', 'Tesla', 'Tornado', 'Zap']\n","52 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","52 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","52 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","52 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","52 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","52 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","52 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","52 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","52 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","52 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","52 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","52 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","52 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","52 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","52 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","52 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","52 ['Mega Knight', 'Electro Wizard', 'Inferno Dragon', 'Lumberjack', 'Night Witch', 'Clone', 'Tornado', 'Zap']\n","52 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","52 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","52 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","52 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","52 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","52 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","52 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","52 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","52 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","52 ['X-Bow', 'Ice Golem', 'Ice Spirit', 'Musketeer', 'Skeletons', 'Tesla', 'Fireball', 'The Log']\n","53 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","53 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","53 ['Balloon', 'Lava Hound', 'Miner', 'Baby Dragon', 'Inferno Dragon', 'Arrows', 'Fireball', 'Zap']\n","53 ['Balloon', 'Lava Hound', 'Miner', 'Barbarians', 'Minion Horde', 'Minions', 'Arrows', 'Zap']\n","53 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","53 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","53 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","53 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","53 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","53 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","53 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","53 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","53 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","53 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","53 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","53 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","53 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","53 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","53 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","53 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","53 ['Lava Hound', 'Miner', 'Baby Dragon', 'Barbarians', 'Flying Machine', 'Mega Minion', 'Tombstone', 'Arrows']\n","53 ['Mega Knight', 'Electro Wizard', 'Inferno Dragon', 'Lumberjack', 'Night Witch', 'Clone', 'Tornado', 'Zap']\n","53 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","53 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","53 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","53 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","53 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","53 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","53 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","53 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","53 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","53 ['X-Bow', 'Ice Golem', 'Ice Spirit', 'Musketeer', 'Skeletons', 'Tesla', 'Fireball', 'The Log']\n","54 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","54 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","54 ['Balloon', 'Lava Hound', 'Miner', 'Baby Dragon', 'Inferno Dragon', 'Arrows', 'Fireball', 'Zap']\n","54 ['Balloon', 'Lava Hound', 'Miner', 'Barbarians', 'Minion Horde', 'Minions', 'Arrows', 'Zap']\n","54 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","54 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","54 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","54 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","54 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","54 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","54 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","54 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","54 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","54 ['Golem', 'Baby Dragon', 'Lumberjack', 'Mega Minion', 'Night Witch', 'Barbarian Barrel', 'Lightning', 'Tornado']\n","54 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","54 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","54 ['Graveyard', 'Hunter', 'Ice Golem', 'Musketeer', 'Prince', 'Earthquake', 'Freeze', 'Royal Delivery']\n","54 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","54 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","54 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","54 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","54 ['Lava Hound', 'Miner', 'Baby Dragon', 'Barbarians', 'Flying Machine', 'Mega Minion', 'Tombstone', 'Arrows']\n","54 ['Mega Knight', 'Electro Wizard', 'Inferno Dragon', 'Lumberjack', 'Night Witch', 'Clone', 'Tornado', 'Zap']\n","54 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","54 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","54 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","54 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","54 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","54 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","54 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","54 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","54 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","55 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","55 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","55 ['Balloon', 'Lava Hound', 'Miner', 'Baby Dragon', 'Inferno Dragon', 'Arrows', 'Fireball', 'Zap']\n","55 ['Balloon', 'Lava Hound', 'Miner', 'Barbarians', 'Minion Horde', 'Minions', 'Arrows', 'Zap']\n","55 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","55 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","55 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","55 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","55 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","55 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","55 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","55 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","55 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","55 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","55 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","55 ['Graveyard', 'Hunter', 'Ice Golem', 'Musketeer', 'Prince', 'Earthquake', 'Freeze', 'Royal Delivery']\n","55 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","55 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","55 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","55 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","55 ['Lava Hound', 'Miner', 'Baby Dragon', 'Barbarians', 'Flying Machine', 'Mega Minion', 'Tombstone', 'Arrows']\n","55 ['Mega Knight', 'Electro Wizard', 'Inferno Dragon', 'Lumberjack', 'Night Witch', 'Clone', 'Tornado', 'Zap']\n","55 ['Mega Knight', 'Miner', 'Skeleton Barrel', 'Bats', 'Goblin Gang', 'Inferno Dragon', 'Spear Goblins', 'Zap']\n","55 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","55 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","55 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","55 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","55 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","55 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","55 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","55 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","55 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","56 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","56 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","56 ['Balloon', 'Lava Hound', 'Miner', 'Baby Dragon', 'Inferno Dragon', 'Arrows', 'Fireball', 'Zap']\n","56 ['Balloon', 'Lava Hound', 'Miner', 'Barbarians', 'Minion Horde', 'Minions', 'Arrows', 'Zap']\n","56 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","56 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","56 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","56 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","56 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","56 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","56 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","56 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","56 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","56 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","56 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","56 ['Graveyard', 'Hunter', 'Ice Golem', 'Musketeer', 'Prince', 'Earthquake', 'Freeze', 'Royal Delivery']\n","56 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","56 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","56 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","56 ['Hog Rider', 'Mega Knight', 'P.E.K.K.A', 'Archers', 'Electro Wizard', 'Fisherman', 'Arrows', 'Poison']\n","56 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","56 ['Lava Hound', 'Miner', 'Baby Dragon', 'Barbarians', 'Flying Machine', 'Mega Minion', 'Tombstone', 'Arrows']\n","56 ['Mega Knight', 'Electro Wizard', 'Inferno Dragon', 'Lumberjack', 'Night Witch', 'Clone', 'Tornado', 'Zap']\n","56 ['Mega Knight', 'Miner', 'Skeleton Barrel', 'Bats', 'Goblin Gang', 'Inferno Dragon', 'Spear Goblins', 'Zap']\n","56 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","56 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","56 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","56 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","56 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","56 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","56 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","56 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","56 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","57 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","57 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","57 ['Balloon', 'Lava Hound', 'Miner', 'Baby Dragon', 'Inferno Dragon', 'Arrows', 'Fireball', 'Zap']\n","57 ['Balloon', 'Lava Hound', 'Miner', 'Barbarians', 'Minion Horde', 'Minions', 'Arrows', 'Zap']\n","57 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","57 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","57 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","57 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","57 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","57 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","57 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","57 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","57 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","57 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","57 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","57 ['Graveyard', 'Hunter', 'Ice Golem', 'Musketeer', 'Prince', 'Earthquake', 'Freeze', 'Royal Delivery']\n","57 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","57 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","57 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","57 ['Hog Rider', 'Mega Knight', 'P.E.K.K.A', 'Archers', 'Electro Wizard', 'Fisherman', 'Arrows', 'Poison']\n","57 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","57 ['Lava Hound', 'Miner', 'Baby Dragon', 'Barbarians', 'Flying Machine', 'Mega Minion', 'Tombstone', 'Arrows']\n","57 ['Mega Knight', 'Electro Wizard', 'Inferno Dragon', 'Lumberjack', 'Night Witch', 'Clone', 'Tornado', 'Zap']\n","57 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","57 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","57 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","57 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","57 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","57 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","57 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","57 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","57 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","58 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","58 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","58 ['Balloon', 'Lava Hound', 'Miner', 'Baby Dragon', 'Inferno Dragon', 'Arrows', 'Fireball', 'Zap']\n","58 ['Balloon', 'Lava Hound', 'Miner', 'Barbarians', 'Minion Horde', 'Minions', 'Arrows', 'Zap']\n","58 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","58 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","58 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","58 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","58 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","58 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","58 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","58 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","58 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","58 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","58 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","58 ['Graveyard', 'Hunter', 'Ice Golem', 'Musketeer', 'Prince', 'Earthquake', 'Freeze', 'Royal Delivery']\n","58 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","58 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","58 ['Hog Rider', 'Elite Barbarians', 'Executioner', 'Ice Golem', 'Mini P.E.K.K.A', 'Minions', 'Freeze', 'Zap']\n","58 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","58 ['Hog Rider', 'Mega Knight', 'P.E.K.K.A', 'Archers', 'Electro Wizard', 'Fisherman', 'Arrows', 'Poison']\n","58 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","58 ['Lava Hound', 'Miner', 'Baby Dragon', 'Barbarians', 'Flying Machine', 'Mega Minion', 'Tombstone', 'Arrows']\n","58 ['Mega Knight', 'Electro Wizard', 'Inferno Dragon', 'Lumberjack', 'Night Witch', 'Clone', 'Tornado', 'Zap']\n","58 ['Mega Knight', 'Miner', 'Skeleton Barrel', 'Bats', 'Goblin Gang', 'Inferno Dragon', 'Spear Goblins', 'Zap']\n","58 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","58 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","58 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","58 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","58 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","58 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","58 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","58 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","58 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n","59 ['Balloon', 'Graveyard', 'P.E.K.K.A', 'Bomber', 'Dark Prince', 'Electro Wizard', 'Arrows', 'Tornado']\n","59 ['Balloon', 'Lava Hound', 'Barbarians', 'Mega Minion', 'Minions', 'Tombstone', 'Fireball', 'Zap']\n","59 ['Balloon', 'Lava Hound', 'Miner', 'Baby Dragon', 'Inferno Dragon', 'Arrows', 'Fireball', 'Zap']\n","59 ['Balloon', 'Lava Hound', 'Miner', 'Barbarians', 'Minion Horde', 'Minions', 'Arrows', 'Zap']\n","59 ['Balloon', 'Rocket', 'Ice Spirit', 'Lumberjack', 'Mega Minion', 'Skeletons', 'Wizard', 'Freeze']\n","59 ['Battle Ram', 'Dark Prince', 'Ice Golem', 'Inferno Dragon', 'Lumberjack', 'Minions', 'Poison', 'Zap']\n","59 ['Battle Ram', 'P.E.K.K.A', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Royal Ghost', 'Poison', 'Zap']\n","59 ['Elixir Golem', 'Battle Healer', 'Electro Dragon', 'Inferno Dragon', 'Night Witch', 'Arrows', 'Heal Spirit', 'Rage']\n","59 ['Giant', 'Miner', 'Dark Prince', 'Electro Wizard', 'Mega Minion', 'Prince', 'Fireball', 'Zap']\n","59 ['Giant', 'Miner', 'Minion Horde', 'Minions', 'Night Witch', 'Fireball', 'The Log', 'Zap']\n","59 ['Giant', 'Sparky', 'Bats', 'Mini P.E.K.K.A', 'Minion Horde', 'Skeleton Army', 'Arrows', 'Zap']\n","59 ['Goblin Barrel', 'Rocket', 'Goblin Gang', 'Ice Spirit', 'Knight', 'Princess', 'Inferno Tower', 'The Log']\n","59 ['Goblin Barrel', 'Skeleton Barrel', 'Dart Goblin', 'Knight', 'Princess', 'Skeletons', 'Bomb Tower', 'The Log']\n","59 ['Graveyard', 'Baby Dragon', 'Ice Wizard', 'Knight', 'Bomb Tower', 'Barbarian Barrel', 'Poison', 'Tornado']\n","59 ['Graveyard', 'Barbarians', 'Bowler', 'Executioner', 'Mega Minion', 'Tesla', 'Freeze', 'Zap']\n","59 ['Graveyard', 'Hunter', 'Ice Golem', 'Musketeer', 'Prince', 'Earthquake', 'Freeze', 'Royal Delivery']\n","59 ['Graveyard', 'P.E.K.K.A', 'Electro Wizard', 'Ice Wizard', 'Inferno Dragon', 'Prince', 'Poison', 'Zap']\n","59 ['Graveyard', 'P.E.K.K.A', 'Rocket', 'Skeleton Barrel', 'Archers', 'Dark Prince', 'Hunter', 'Skeletons']\n","59 ['Hog Rider', 'Elite Barbarians', 'Executioner', 'Ice Golem', 'Mini P.E.K.K.A', 'Minions', 'Freeze', 'Zap']\n","59 ['Hog Rider', 'Giant Skeleton', 'Knight', 'Skeleton Army', 'Wizard', 'Fireball', 'The Log', 'Tornado']\n","59 ['Hog Rider', 'Mega Knight', 'P.E.K.K.A', 'Archers', 'Electro Wizard', 'Fisherman', 'Arrows', 'Poison']\n","59 ['Hog Rider', 'Mortar', 'Bats', 'Goblin Gang', 'Minion Horde', 'Spear Goblins', 'Fireball', 'Zap']\n","59 ['Lava Hound', 'Miner', 'Baby Dragon', 'Barbarians', 'Flying Machine', 'Mega Minion', 'Tombstone', 'Arrows']\n","59 ['Mega Knight', 'Electro Wizard', 'Inferno Dragon', 'Lumberjack', 'Night Witch', 'Clone', 'Tornado', 'Zap']\n","59 ['Mega Knight', 'Miner', 'Skeleton Barrel', 'Bats', 'Goblin Gang', 'Inferno Dragon', 'Spear Goblins', 'Zap']\n","59 ['Mega Knight', 'Ram Rider', 'Bandit', 'Electro Wizard', 'Inferno Dragon', 'Barbarian Barrel', 'Giant Snowball', 'Poison']\n","59 ['Mega Knight', 'Royal Hogs', 'Bandit', 'Electro Wizard', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Giant Snowball']\n","59 ['Miner', 'Bats', 'Goblins', 'Magic Archer', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Arrows']\n","59 ['Miner', 'Rocket', 'Goblins', 'Ice Wizard', 'Valkyrie', 'Wall Breakers', 'Bomb Tower', 'Tornado']\n","59 ['Miner', 'Royal Giant', 'Barbarians', 'Ice Wizard', 'Inferno Dragon', 'Fireball', 'Tornado', 'Zap']\n","59 ['Mortar', 'Royal Giant', 'Archers', 'Barbarians', 'Bats', 'Ice Spirit', 'Fireball', 'The Log']\n","59 ['Rocket', 'X-Bow', 'Ice Wizard', 'Knight', 'Skeletons', 'Tesla', 'The Log', 'Tornado']\n","59 ['Royal Giant', 'Dart Goblin', 'Goblin Gang', 'Minion Horde', 'Inferno Tower', 'Poison', 'The Log', 'Zap']\n","59 ['Royal Hogs', 'Dark Prince', 'Hunter', 'Magic Archer', 'Goblin Cage', 'Earthquake', 'Heal Spirit', 'Royal Delivery']\n","59 ['Royal Hogs', 'Three Musketeers', 'Hunter', 'Ice Golem', 'Skeletons', 'Earthquake', 'Heal Spirit', 'The Log']\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"LfvFnBXnLuW6","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":517},"outputId":"e97850cc-b522-4955-8d5f-525d33e340ad","executionInfo":{"status":"ok","timestamp":1589982248737,"user_tz":-120,"elapsed":1011,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["import seaborn as sns\n","\n","archetypes_iteration = [x for x in range(8, 60)]\n","archetypes_iteration\n","\n","sns.set(rc={'figure.figsize':(11.7,8.27)})\n","sns.scatterplot(archetypes_iteration, archetypes_len)"],"execution_count":175,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7f1b502a3438>"]},"metadata":{"tags":[]},"execution_count":175},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 842.4x595.44 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"markdown","metadata":{"id":"iko0aLy-nlIh","colab_type":"text"},"source":["##Extra"]},{"cell_type":"code","metadata":{"id":"kJ0bZt-tOtCo","colab_type":"code","colab":{}},"source":["#not used in the algorithm, but useful\n","\n","#converter cards to labels\n","a = le.transform(['The Log', 'Ice Wizard',\t'Wall Breakers',\t'Tornado',\t'Bomb Tower', 'Rocket', 'Goblins', 'Valkyrie', 'Miner'])\n","list(a)\n","\n","#converter labels to cards\n","a = le.inverse_transform([2, 5, 40, 53, 64, 86])\n","list(a)"],"execution_count":0,"outputs":[]}]}